Automation index

How much of a Montessori teacher’s job can AI already do?

A prepared environment comes earlier. Not interrupting the child who is actually working do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

IS WORK OVER?

22%

AI can already do 22% of this job.

#439 / 773

Montessori teacher

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

Task	Share	AI	Points
Environment, the material and the order. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Presentation, the tray and not doing it for them. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Observe, the note and not interrupting. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Conflict, the boundary and not lecturing. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The family, the wait and not selling magic. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Not interrupting the one who is working. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		22%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low

IS WORK OVER?

27%

#192 / 773

QA automation engineer

Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.

The time saving for each task is estimated separately.

Task	Share	AI	Points
Test, the selector and the flake. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Pipeline, the green and the one that lies. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Bug, the repro and not closing it blind. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Data, the environment and not sharing prod. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The developer, the rush and not skipping the one that fails. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Catch the bug, and not painting a lying green. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		27%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low